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Muzhi Zhu 朱慕之
Ph.D. Candidate
State Key Lab of CAD & CG
College of Computer Science and Technology
Zhejiang University
Zhejiang, China. 310058.
Github: Z-MU-Z
Scholar: Google scholar
Email: zhumuzhi αt zju dοt edu dοt cn
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Biography
I'm currently a first-year Ph.D student of the College of Computer Science and Technology at Zhejiang University, fortunately advised by Prof. Chunhua Shen and Prof. Hao Chen . Before that I got my bachelor's degree in Artificial Intelligence Honor Class at Shanghai Jiao Tong University. Before I got to Shanghai Jiao Tong University, all my life was spent in my hometown, Hangzhou, Zhejiang province.
In my daily life, I have a strong interest in painting, architecture, music, classical Chinese literature and poetry .
Research Interests
MLLMs, Computer Vision, AI for science
News
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[2025.3] One paper was accepted by CVPR.
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[2024.10] Two papers were accepted by NeurIPS.
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[2024.05] One paper was accepted by ICML.
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[2024.03] One paper was accepted by CVPR.
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[2024.01] Two paper were accepted by ICLR (One Spotlight).
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[2023.07] One paper was accepted by ICCV.
Selected Publications
CVPR'25
SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories
Muzhi Zhu, Yuzhuo Tian, Hao Chen, Chunluan Zhou, Qingpei Guo, Yang Liu, Ming Yang, Chunhua Shen
Conference on Computer Vision and Pattern Recognition (CVPR'25), 2025.
[code] [paper] [page]
ICML'24
Generative Active Learning for Long-tailed Instance Segmentation
Muzhi Zhu*, Chengxiang Fan*, Hao Chen, Yang Liu, Weian Mao, Xiaogang Xu, Chunhua Shen .
Forty-first International Conference on Machine Learning (ICML'24), 2024.
[code] [paper]
NeurIPS'24
Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation
Muzhi Zhu*, Yang Liu*, Zekai Luo*, Chenchen Jing, Hao Chen, Guangkai Xu, Xinlong Wang, Chunhua Shen .
Advances in Neural Information Processing Systems (NeurIPS'24), 2024.
[code] [paper]
ICCV'23
Segprompt: Boosting open-world segmentation via category-level prompt learning
Muzhi Zhu, Hengtao Li, Hao Chen, Chengxiang Fan, Weian Mao, Chenchen Jing, Yifan Liu, Chunhua Shen.
Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV'23), 2023.
[code] [paper]
CVPR'24
DiverGen: Improving Instance Segmentation by Learning Wider Data Distribution with More Diverse Generative Data
Chengxiang Fan*, Muzhi Zhu*, Hao Chen, Yang Liu, Weijia Wu, Huaqi Zhang, Chunhua Shen .
Conference on Computer Vision and Pattern Recognition (CVPR'24), 2024.
[code] [paper]
ICLR'24
De novo Protein Design Using Geometric Vector Field Networks
Weian Mao*, Muzhi Zhu* , Zheng Sun*, Shuaike Shen, Lin Yuanbo Wu, Hao Chen, Chunhua Shen
The Twelfth International Conference on Learning Representations (ICLR'24) 2024.
(Spotlight)
[code] [paper]
ICLR'24
Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching
Yang Liu*, Muzhi Zhu* , Hengtao Li*, Hao Chen, Xinlong Wang, Chunhua Shen
The Twelfth International Conference on Learning Representations (ICLR'24) 2024.
[code] [paper]
NeurIPS'24
A Simple Image Segmentation Framework via In-Context Examples
Yang Liu, Chenchen Jing, Hengtao Li, Muzhi Zhu, Hao Chen, Xinlong Wang, Chunhua Shen
Advances in Neural Information Processing Systems (NeurIPS'24), 2024.
[code] [paper]
IJCV'24
Masked Channel Modeling for Bootstrapping Visual Pre-training
Yang Liu, Xinlong Wang, Muzhi Zhu, Yue Cao, Tiejun Huang, Chunhua Shen
International Journal of Computer Vision (IJCV'24), 2024.
[code] [paper]
Academic Service
Conference Reviewer: ICCV,ECCV, ICML,CVPR, NeurIPS, ICLR, AAAI.
I am honored to be selected as a top reviewer for NeurIPS 2024.
Last updated on March 2025.